Using an ensemble Monte Carlo method, we have theoretically investigated the transport properties of a GaAs/ ͑Al, Ga͒As double quantum well bilayer two-dimensional electron gas under an in-plane magnetic field. Intrasubband and intersubband electron-phonon interactions through polar optical and acoustic phonons are included in the simulation. The effects of the magnetic-field-induced distortions of energy dispersion on the scattering rate are fully taken into account. Our results show that the emergence of magnetic-field-induced negative effective mass does not affect appreciably the electron drift velocity ͑v d ͒ as a function of electric field ͑E͒, and no dv d / dE Ͻ 0 region appears on the v d -E curve. The oscillation of v d with magnetic fields is found, which is qualitatively in accordance with experimental results.